Fresh Peanuts

Okay, I saw them at the greenmarket and couldn't resist (see photo below) in part because I'd never seen how peanuts actually grow. I ended up having a lovely conversation with the farmer. But in all that I forgot to ask what I'm supposed to do with them!

Do I eat them raw? Do I roast them? If so, how? I heard in the South, they boil them? How?